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Qian Ding

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titleconferencedate
Transformers in SRE Land: Evolving to Manage AI InfrastructureSREcon25 Americas2025-03-25
Ant Group describes managing thousand‑GPU training clusters where a single bad GPU causes daily multi‑hour interruptions and idle expensive hardware…
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Forget Kubectl and Talk to Your Clusters: Using LLMs to Simplify Kubernetes Cluster...KubeCon + CloudNativeCon + Open Source Summit China 20232023-09-26
A prototype converts natural-language intents into deterministic API calls by fine-tuning local LLMs on 40,000 example pairs to extract entities and map to…
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How to Not Destroy Your Production Kubernetes ClustersSREcon22 Asia/Pacific2022-12-07
A custom operator accidentally deletes ~20k Service objects because of a label length mismatch (63 vs 127) between cluster libs, and missing etcd snapshot…
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SLX: An Extended SLO Framework to Expedite Incident RecoverySREcon212021-10-12
SLX extends SLOs to manage hundreds of objectives for a 99.999% availability target across 60+ Kubernetes clusters and 50+ components, building a dependency…
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An SLO-Driven Approach to Enhance Kubernetes Cluster ReliabilityKubeCon + CloudNativeCon North America 2020 Virtual2020-11-17
Ant Financial runs Kubernetes clusters with thousands of nodes and millions of pods and defines concrete SLOs such as 99% pods ready within 5 minutes measured…
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